{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(rc={'figure.figsize':(16,8)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_esb = pd.read_csv('../data/2020_05_04/esb.csv').drop('serviceName', axis=1)\n",
    "df_esb = pd.read_csv('../data/test_data/esb_test.csv').drop('serviceName', axis=1)\n",
    "df_esb['startTime'] = pd.to_datetime(df_esb['startTime'], unit='ms')\n",
    "\n",
    "# df_esb.set_index('startTime')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>serviceName</th>\n",
       "      <th>startTime</th>\n",
       "      <th>avg_time</th>\n",
       "      <th>num</th>\n",
       "      <th>succee_num</th>\n",
       "      <th>succee_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>osb_001</td>\n",
       "      <td>2020-11-30 20:28:00</td>\n",
       "      <td>0.4231</td>\n",
       "      <td>496</td>\n",
       "      <td>143</td>\n",
       "      <td>0.2883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>osb_001</td>\n",
       "      <td>2020-11-30 20:29:00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>465</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>osb_001</td>\n",
       "      <td>2020-11-30 20:30:00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>493</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>osb_001</td>\n",
       "      <td>2020-11-30 20:31:00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>456</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>osb_001</td>\n",
       "      <td>2020-11-30 20:32:00</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>544</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1 serviceName           startTime  avg_time  num  \\\n",
       "0          36            36     osb_001 2020-11-30 20:28:00    0.4231  496   \n",
       "1          37            37     osb_001 2020-11-30 20:29:00    0.0000  465   \n",
       "2          38            38     osb_001 2020-11-30 20:30:00    0.0000  493   \n",
       "3          39            39     osb_001 2020-11-30 20:31:00    0.0000  456   \n",
       "4          40            40     osb_001 2020-11-30 20:32:00    0.0000  544   \n",
       "\n",
       "   succee_num  succee_rate  \n",
       "0         143       0.2883  \n",
       "1           0       0.0000  \n",
       "2           0       0.0000  \n",
       "3           0       0.0000  \n",
       "4           0       0.0000  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_anom = pd.read_csv('../data/test_data/anomalies.csv')\n",
    "df_anom['startTime'] = pd.to_datetime(df_anom['startTime'], unit='ms')\n",
    "df_anom.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='startTime', ylabel='num'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=df_anom, x=\"startTime\", y=\"num\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>startTime</th>\n",
       "      <th>avg_time</th>\n",
       "      <th>num</th>\n",
       "      <th>succee_num</th>\n",
       "      <th>succee_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2020-11-30 19:52:00</td>\n",
       "      <td>0.6295</td>\n",
       "      <td>453</td>\n",
       "      <td>453</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2020-11-30 19:53:00</td>\n",
       "      <td>0.5889</td>\n",
       "      <td>452</td>\n",
       "      <td>452</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2020-11-30 19:54:00</td>\n",
       "      <td>0.6599</td>\n",
       "      <td>405</td>\n",
       "      <td>405</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2020-11-30 19:55:00</td>\n",
       "      <td>0.6391</td>\n",
       "      <td>447</td>\n",
       "      <td>447</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2020-11-30 19:56:00</td>\n",
       "      <td>0.5856</td>\n",
       "      <td>465</td>\n",
       "      <td>465</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0           startTime  avg_time  num  succee_num  succee_rate\n",
       "0           0 2020-11-30 19:52:00    0.6295  453         453          1.0\n",
       "1           1 2020-11-30 19:53:00    0.5889  452         452          1.0\n",
       "2           2 2020-11-30 19:54:00    0.6599  405         405          1.0\n",
       "3           3 2020-11-30 19:55:00    0.6391  447         447          1.0\n",
       "4           4 2020-11-30 19:56:00    0.5856  465         465          1.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_esb.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 744 entries, 0 to 743\n",
      "Data columns (total 6 columns):\n",
      " #   Column       Non-Null Count  Dtype         \n",
      "---  ------       --------------  -----         \n",
      " 0   Unnamed: 0   744 non-null    int64         \n",
      " 1   startTime    744 non-null    datetime64[ns]\n",
      " 2   avg_time     744 non-null    float64       \n",
      " 3   num          744 non-null    int64         \n",
      " 4   succee_num   744 non-null    int64         \n",
      " 5   succee_rate  744 non-null    float64       \n",
      "dtypes: datetime64[ns](1), float64(2), int64(3)\n",
      "memory usage: 35.0 KB\n"
     ]
    }
   ],
   "source": [
    "df_esb.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>avg_time</th>\n",
       "      <th>num</th>\n",
       "      <th>succee_num</th>\n",
       "      <th>succee_rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>744.000000</td>\n",
       "      <td>744.000000</td>\n",
       "      <td>744.000000</td>\n",
       "      <td>744.000000</td>\n",
       "      <td>744.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>371.500000</td>\n",
       "      <td>0.838195</td>\n",
       "      <td>478.665323</td>\n",
       "      <td>466.532258</td>\n",
       "      <td>0.975608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>214.918589</td>\n",
       "      <td>0.939114</td>\n",
       "      <td>97.721730</td>\n",
       "      <td>120.611660</td>\n",
       "      <td>0.148403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>70.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>185.750000</td>\n",
       "      <td>0.602800</td>\n",
       "      <td>430.000000</td>\n",
       "      <td>420.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>371.500000</td>\n",
       "      <td>0.636500</td>\n",
       "      <td>490.000000</td>\n",
       "      <td>481.500000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>557.250000</td>\n",
       "      <td>0.688975</td>\n",
       "      <td>548.000000</td>\n",
       "      <td>548.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>743.000000</td>\n",
       "      <td>9.848100</td>\n",
       "      <td>652.000000</td>\n",
       "      <td>652.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0    avg_time         num  succee_num  succee_rate\n",
       "count  744.000000  744.000000  744.000000  744.000000   744.000000\n",
       "mean   371.500000    0.838195  478.665323  466.532258     0.975608\n",
       "std    214.918589    0.939114   97.721730  120.611660     0.148403\n",
       "min      0.000000    0.000000   70.000000    0.000000     0.000000\n",
       "25%    185.750000    0.602800  430.000000  420.500000     1.000000\n",
       "50%    371.500000    0.636500  490.000000  481.500000     1.000000\n",
       "75%    557.250000    0.688975  548.000000  548.000000     1.000000\n",
       "max    743.000000    9.848100  652.000000  652.000000     1.000000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#RIP successes\n",
    "df_esb.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='startTime', ylabel='num'>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='startTime', y='num', data=df_esb)\n",
    "sns.scatterplot(x=\"startTime\", y=\"num\", data=df_anom, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='startTime', ylabel='avg_time'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='startTime', y='avg_time', data=df_esb)\n",
    "sns.scatterplot(x=\"startTime\", y=\"avg_time\", data=df_anom, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def complete_timestamp(timestamp, arrays=None):\n",
    "    \"\"\"\n",
    "    Complete `timestamp` such that the time interval is homogeneous.\n",
    "    Zeros will be inserted into each array in `arrays`, at missing points.\n",
    "    Also, an indicator array will be returned to indicate whether each\n",
    "    point is missing or not.\n",
    "    Args:\n",
    "        timestamp (np.ndarray): 1-D int64 array, the timestamp values.\n",
    "            It can be unsorted.\n",
    "        arrays (Iterable[np.ndarray]): The 1-D arrays to be filled with zeros\n",
    "            according to `timestamp`.\n",
    "    Returns:\n",
    "        np.ndarray: A 1-D int64 array, the completed timestamp.\n",
    "        np.ndarray: A 1-D int32 array, indicating whether each point is missing.\n",
    "        list[np.ndarray]: The arrays, missing points filled with zeros.\n",
    "            (optional, return only if `arrays` is specified)\n",
    "    \"\"\"\n",
    "    timestamp = np.asarray(timestamp, np.int64)\n",
    "    if len(timestamp.shape) != 1:\n",
    "        raise ValueError('`timestamp` must be a 1-D array')\n",
    "\n",
    "    has_arrays = arrays is not None\n",
    "    arrays = [np.asarray(array) for array in (arrays or ())]\n",
    "    for i, array in enumerate(arrays):\n",
    "        if array.shape != timestamp.shape:\n",
    "            raise ValueError('The shape of ``arrays[{}]`` does not agree with '\n",
    "                             'the shape of `timestamp` ({} vs {})'.\n",
    "                             format(i, array.shape, timestamp.shape))\n",
    "\n",
    "    # sort the timestamp, and check the intervals\n",
    "    src_index = np.argsort(timestamp)\n",
    "    timestamp_sorted = timestamp[src_index]\n",
    "    intervals = np.unique(np.diff(timestamp_sorted))\n",
    "    interval = np.min(intervals)\n",
    "    if interval == 0:\n",
    "        raise ValueError('Duplicated values in `timestamp`')\n",
    "    for itv in intervals:\n",
    "        if itv % interval != 0:\n",
    "            raise ValueError('Not all intervals in `timestamp` are multiples '\n",
    "                             'of the minimum interval')\n",
    "\n",
    "    # prepare for the return arrays\n",
    "    length = (timestamp_sorted[-1] - timestamp_sorted[0]) // interval + 1\n",
    "    ret_timestamp = np.arange(timestamp_sorted[0],\n",
    "                              timestamp_sorted[-1] + interval,\n",
    "                              interval,\n",
    "                              dtype=np.int64)\n",
    "    ret_missing = np.ones([length], dtype=np.int32)\n",
    "    ret_arrays = [np.zeros([length], dtype=array.dtype) for array in arrays]\n",
    "\n",
    "    # copy values to the return arrays\n",
    "    dst_index = np.asarray((timestamp_sorted - timestamp_sorted[0]) // interval,\n",
    "                           dtype=np.int)\n",
    "    ret_missing[dst_index] = 0\n",
    "    for ret_array, array in zip(ret_arrays, arrays):\n",
    "        ret_array[dst_index] = array[src_index]\n",
    "\n",
    "    if has_arrays:\n",
    "        return ret_timestamp, ret_missing, ret_arrays\n",
    "    else:\n",
    "        return ret_timestamp, ret_missing\n",
    "\n",
    "\n",
    "def standardize_kpi(values, mean=None, std=None, excludes=None):\n",
    "    \"\"\"\n",
    "    Standardize a\n",
    "    Args:\n",
    "        values (np.ndarray): 1-D `float32` array, the KPI observations.\n",
    "        mean (float): If not :obj:`None`, will use this `mean` to standardize\n",
    "            `values`. If :obj:`None`, `mean` will be computed from `values`.\n",
    "            Note `mean` and `std` must be both :obj:`None` or not :obj:`None`.\n",
    "            (default :obj:`None`)\n",
    "        std (float): If not :obj:`None`, will use this `std` to standardize\n",
    "            `values`. If :obj:`None`, `std` will be computed from `values`.\n",
    "            Note `mean` and `std` must be both :obj:`None` or not :obj:`None`.\n",
    "            (default :obj:`None`)\n",
    "        excludes (np.ndarray): Optional, 1-D `int32` or `bool` array, the\n",
    "            indicators of whether each point should be excluded for computing\n",
    "            `mean` and `std`. Ignored if `mean` and `std` are not :obj:`None`.\n",
    "            (default :obj:`None`)\n",
    "    Returns:\n",
    "        np.ndarray: The standardized `values`.\n",
    "        float: The computed `mean` or the given `mean`.\n",
    "        float: The computed `std` or the given `std`.\n",
    "    \"\"\"\n",
    "    values = np.asarray(values, dtype=np.float32)\n",
    "    if len(values.shape) != 1:\n",
    "        raise ValueError('`values` must be a 1-D array')\n",
    "    if (mean is None) != (std is None):\n",
    "        raise ValueError('`mean` and `std` must be both None or not None')\n",
    "    if excludes is not None:\n",
    "        excludes = np.asarray(excludes, dtype=np.bool)\n",
    "        if excludes.shape != values.shape:\n",
    "            raise ValueError('The shape of `excludes` does not agree with '\n",
    "                             'the shape of `values` ({} vs {})'.\n",
    "                             format(excludes.shape, values.shape))\n",
    "\n",
    "    if mean is None:\n",
    "        if excludes is not None:\n",
    "            val = values[np.logical_not(excludes)]\n",
    "        else:\n",
    "            val = values\n",
    "        mean = val.mean()\n",
    "        std = val.std()\n",
    "\n",
    "    return (values - mean) / std, mean, std\n",
    "\n",
    "\n",
    "def standardize_kpi_df(df, column_name, new_column=None):\n",
    "    if(new_column is None):\n",
    "        new_column = column_name \n",
    "        \n",
    "    df[new_column] = (df[column_name] - df[column_name].mean())\n",
    "    return df\n",
    "\n",
    "# def differenciate_df(df, periods=1, freq='1M'):\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_esb['avg_time_st'] = (df_esb['avg_time'] - df_esb['avg_time'].mean()) #/ df_esb['avg_time'].std()\n",
    "\n",
    "df_esb = standardize_kpi_df(df_esb, column_name='avg_time', new_column='avg_time_st')\n",
    "df_esb = standardize_kpi_df(df_esb, column_name='num', new_column='num_st')\n",
    "df_esb = standardize_kpi_df(df_esb, column_name='succee_rate', new_column='succee_rate_st')\n",
    "\n",
    "df_esb['num_diff'] = df_esb['num'].diff(1)\n",
    "df_esb = standardize_kpi_df(df_esb, column_name='num_diff', new_column='num_diff_st')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_esb_10 = df_esb.set_index(['startTime']).resample('10Min')\n",
    "df_esb_60 = df_esb.set_index(['startTime']).resample('60Min')\n",
    "\n",
    "# df_esb_diff = df_esb.pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x28810998400>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='startTime', y='avg_time_st', data=df_esb)\n",
    "\n",
    "fixed_threshold = 3 * df_esb['avg_time'].std()\n",
    "plt.axhline(fixed_threshold, color='k')\n",
    "plt.axhline(-fixed_threshold, color='k')\n",
    "\n",
    "rolling_threshold = 3 * df_esb_60['avg_time'].std()\n",
    "plt.plot(rolling_threshold, color='r')\n",
    "plt.plot(-rolling_threshold, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x28810a0df28>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='startTime', y='num_st', data=df_esb)\n",
    "\n",
    "fixed_threshold = 3 * df_esb['num'].std()\n",
    "plt.axhline(fixed_threshold, color='k')\n",
    "plt.axhline(-fixed_threshold, color='k')\n",
    "\n",
    "rolling_threshold = 3 * df_esb_60['num'].std()\n",
    "plt.plot(rolling_threshold, color='r')\n",
    "plt.plot(-rolling_threshold, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x28810a6f668>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='startTime', y='num_diff_st', data=df_esb)\n",
    "\n",
    "fixed_threshold = 3 * df_esb['num_diff'].std()\n",
    "plt.axhline(fixed_threshold, color='k')\n",
    "plt.axhline(-fixed_threshold, color='k')\n",
    "\n",
    "rolling_threshold = 3 * df_esb_60['num_diff'].std()\n",
    "plt.plot(rolling_threshold, color='r')\n",
    "plt.plot(-rolling_threshold, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x28810adcf60>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='startTime', y='succee_rate_st', data=df_esb)\n",
    "\n",
    "fixed_threshold = 3 * df_esb['succee_rate'].std()\n",
    "plt.axhline(fixed_threshold, color='k')\n",
    "plt.axhline(-fixed_threshold, color='k')\n",
    "\n",
    "rolling_threshold = 3 * df_esb_60['succee_rate'].std()\n",
    "plt.plot(rolling_threshold, color='r')\n",
    "plt.plot(-rolling_threshold, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "\n",
    "class Welford(object):\n",
    "    \"\"\" Implements Welford's algorithm for computing a running mean\n",
    "    and standard deviation as described at: \n",
    "        http://www.johndcook.com/standard_deviation.html\n",
    "    can take single values or iterables\n",
    "    Properties:\n",
    "        mean    - returns the mean\n",
    "        std     - returns the std\n",
    "        meanfull- returns the mean and std of the mean\n",
    "    Usage:\n",
    "        >>> foo = Welford()\n",
    "        >>> foo(range(100))\n",
    "        >>> foo\n",
    "        <Welford: 49.5 +- 29.0114919759>\n",
    "        >>> foo([1]*1000)\n",
    "        >>> foo\n",
    "        <Welford: 5.40909090909 +- 16.4437417146>\n",
    "        >>> foo.mean\n",
    "        5.409090909090906\n",
    "        >>> foo.std\n",
    "        16.44374171455467\n",
    "        >>> foo.meanfull\n",
    "        (5.409090909090906, 0.4957974674244838)\n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self,lst=None):\n",
    "        self.k = 0\n",
    "        self.M = 0\n",
    "        self.S = 0\n",
    "        \n",
    "        self.__call__(lst)\n",
    "    \n",
    "    def update(self,x):\n",
    "        if x is None:\n",
    "            return\n",
    "        self.k += 1\n",
    "        newM = self.M + (x - self.M)*1./self.k\n",
    "        newS = self.S + (x - self.M)*(x - newM)\n",
    "        self.M, self.S = newM, newS\n",
    "\n",
    "    def consume(self,lst):\n",
    "        lst = iter(lst)\n",
    "        for x in lst:\n",
    "            self.update(x)\n",
    "    \n",
    "    def __call__(self,x):\n",
    "        if hasattr(x,\"__iter__\"):\n",
    "            self.consume(x)\n",
    "        else:\n",
    "            self.update(x)\n",
    "            \n",
    "    @property\n",
    "    def mean(self):\n",
    "        return self.M\n",
    "    \n",
    "    @property\n",
    "    def meanfull(self):\n",
    "        return self.mean, self.std/math.sqrt(self.k)\n",
    "    \n",
    "    @property\n",
    "    def std(self):\n",
    "        if self.k==1:\n",
    "            return 0\n",
    "        return math.sqrt(self.S/(self.k-1))\n",
    "    \n",
    "    def __repr__(self):\n",
    "        return \"<Welford: {} +- {}>\".format(self.mean, self.std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "wf = Welford()\n",
    "\n",
    "wf_mean = []\n",
    "wf_std = []\n",
    "\n",
    "for value in df_esb['num']:\n",
    "    wf.update(value)\n",
    "    wf_mean.append(wf.mean)\n",
    "    wf_std.append(wf.std)\n",
    "    \n",
    "df_esb['num_welford_mean'] = wf_mean\n",
    "df_esb['num_welford_std'] = wf_std\n",
    "\n",
    "df_esb['num_wf_st'] = (df_esb['num'] - df_esb['num_welford_mean'])\n",
    "# df_esb['num_st_threshold'] = wf_mean + (3*wf_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='startTime', ylabel='num_wf_st'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='startTime', y='num_wf_st', data=df_esb)\n",
    "\n",
    "fixed_threshold = 3 * df_esb['num_wf_st'].std()\n",
    "plt.axhline(fixed_threshold, color='k')\n",
    "plt.axhline(-fixed_threshold, color='k')\n",
    "\n",
    "sns.lineplot(x='startTime', y='num_welford_std', data=df_esb)\n",
    "# rolling_threshold = wf_std\n",
    "# rolling_threshold = 3 * df_esb_60['num_wf_st'].std()\n",
    "# plt.plot(rolling_threshold, color='r')\n",
    "# plt.plot(-rolling_threshold, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
